Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 8275 |
| Missing cells | 18713 |
| Missing cells (%) | 20.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 775.8 KiB |
| Average record size in memory | 96.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 10 |
TNX_Close is highly correlated with Dollar_Close and 7 other fields | High correlation |
CPI_Close is highly correlated with TNX_Close and 6 other fields | High correlation |
GDP_Close is highly correlated with TNX_Close and 6 other fields | High correlation |
GSCI_Close is highly correlated with TNX_Close and 6 other fields | High correlation |
GSPC_Close is highly correlated with VIX_Close and 7 other fields | High correlation |
VKOSPI_Close is highly correlated with VIX_Close and 7 other fields | High correlation |
HSI_Close is highly correlated with TNX_Close and 6 other fields | High correlation |
VIX_Close is highly correlated with EPU_Close and 2 other fields | High correlation |
Dollar_Close is highly correlated with TNX_Close and 6 other fields | High correlation |
EPU_Close is highly correlated with VIX_Close and 1 other fields | High correlation |
CPI_Close has 8022 (96.9%) missing values | Missing |
GDP_Close has 8204 (99.1%) missing values | Missing |
VKOSPI_Close has 2089 (25.2%) missing values | Missing |
HSI_Close has 363 (4.4%) missing values | Missing |
Date has unique values | Unique |
Reproduction
| Analysis started | 2022-12-11 13:00:26.581049 |
|---|---|
| Analysis finished | 2022-12-11 13:00:41.147914 |
| Duration | 14.57 seconds |
| Software version | pandas-profiling v3.4.0 |
| Download configuration | config.json |
| Distinct | 8275 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 129.3 KiB |
| Minimum | 1990-01-02 00:00:00 |
|---|---|
| Maximum | 2022-11-02 00:00:00 |
Histogram with fixed size bins (bins=50)
| Distinct | 2506 |
|---|---|
| Distinct (%) | 30.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.65141994 |
| Minimum | 9.140000343 |
|---|---|
| Maximum | 82.69000244 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 129.3 KiB |
Quantile statistics
| Minimum | 9.140000343 |
|---|---|
| 5-th percentile | 11.32699986 |
| Q1 | 13.85000038 |
| median | 17.78000069 |
| Q3 | 23.16499996 |
| 95-th percentile | 33.52299995 |
| Maximum | 82.69000244 |
| Range | 73.5500021 |
| Interquartile range (IQR) | 9.31499958 |
Descriptive statistics
| Standard deviation | 8.010056527 |
|---|---|
| Coefficient of variation (CV) | 0.4076070102 |
| Kurtosis | 8.071606847 |
| Mean | 19.65141994 |
| Median Absolute Deviation (MAD) | 4.430000305 |
| Skewness | 2.126795886 |
| Sum | 162615.5 |
| Variance | 64.16100557 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 12.42000008 | 17 | 0.2% |
| 12.25 | 14 | 0.2% |
| 11.56999969 | 14 | 0.2% |
| 11.64999962 | 13 | 0.2% |
| 11.97999954 | 13 | 0.2% |
| 13.42000008 | 13 | 0.2% |
| 12.18999958 | 13 | 0.2% |
| 16.40999985 | 13 | 0.2% |
| 16.65999985 | 12 | 0.1% |
| 13.78999996 | 12 | 0.1% |
| Other values (2496) | 8141 |
| Value | Count | Frequency (%) |
| 9.140000343 | 1 | |
| 9.149999619 | 1 | |
| 9.18999958 | 1 | |
| 9.220000267 | 2 | |
| 9.31000042 | 1 | |
| 9.340000153 | 1 | |
| 9.359999657 | 1 | |
| 9.399999619 | 1 | |
| 9.420000076 | 1 | |
| 9.430000305 | 2 |
| Value | Count | Frequency (%) |
| 82.69000244 | 1 | |
| 80.86000061 | 1 | |
| 80.05999756 | 1 | |
| 79.12999725 | 1 | |
| 76.44999695 | 1 | |
| 75.91000366 | 1 | |
| 75.47000122 | 1 | |
| 74.26000214 | 1 | |
| 72.66999817 | 1 | |
| 72 | 1 |
| Distinct | 4382 |
|---|---|
| Distinct (%) | 53.2% |
| Missing | 32 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.248612639 |
| Minimum | 0.4990000129 |
|---|---|
| Maximum | 9.090000153 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 129.3 KiB |
Quantile statistics
| Minimum | 0.4990000129 |
|---|---|
| 5-th percentile | 1.524100041 |
| Q1 | 2.477499962 |
| median | 4.142000198 |
| Q3 | 5.843500137 |
| 95-th percentile | 7.887400007 |
| Maximum | 9.090000153 |
| Range | 8.59100014 |
| Interquartile range (IQR) | 3.366000175 |
Descriptive statistics
| Standard deviation | 2.027150914 |
|---|---|
| Coefficient of variation (CV) | 0.4771324398 |
| Kurtosis | -0.8544459018 |
| Mean | 4.248612639 |
| Median Absolute Deviation (MAD) | 1.679999828 |
| Skewness | 0.3009948678 |
| Sum | 35021.31399 |
| Variance | 4.109340829 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8.020000458 | 11 | 0.1% |
| 8.199999809 | 10 | 0.1% |
| 8.06000042 | 10 | 0.1% |
| 8.649999619 | 10 | 0.1% |
| 8.569999695 | 9 | 0.1% |
| 8.510000229 | 8 | 0.1% |
| 8.050000191 | 8 | 0.1% |
| 8.069999695 | 8 | 0.1% |
| 7.980000019 | 8 | 0.1% |
| 7.329999924 | 8 | 0.1% |
| Other values (4372) | 8153 | |
| (Missing) | 32 | 0.4% |
| Value | Count | Frequency (%) |
| 0.4990000129 | 1 | |
| 0.5149999857 | 1 | |
| 0.5360000134 | 2 | |
| 0.5410000086 | 1 | |
| 0.5429999828 | 1 | |
| 0.5619999766 | 1 | |
| 0.5630000234 | 1 | |
| 0.57099998 | 1 | |
| 0.574000001 | 1 | |
| 0.5789999962 | 1 |
| Value | Count | Frequency (%) |
| 9.090000153 | 1 | < 0.1% |
| 9.079999924 | 1 | < 0.1% |
| 9.069999695 | 1 | < 0.1% |
| 9.06000042 | 1 | < 0.1% |
| 9.050000191 | 1 | < 0.1% |
| 9.039999962 | 3 | |
| 9.020000458 | 1 | < 0.1% |
| 9.010000229 | 1 | < 0.1% |
| 9 | 3 | |
| 8.989999771 | 1 | < 0.1% |
| Distinct | 3305 |
|---|---|
| Distinct (%) | 39.9% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 91.48293005 |
| Minimum | 71.33000183 |
|---|---|
| Maximum | 120.9000015 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 129.3 KiB |
Quantile statistics
| Minimum | 71.33000183 |
|---|---|
| 5-th percentile | 76.89600067 |
| Q1 | 83.70999908 |
| median | 91.02999878 |
| Q3 | 97.16000366 |
| 95-th percentile | 111.8179993 |
| Maximum | 120.9000015 |
| Range | 49.56999969 |
| Interquartile range (IQR) | 13.45000458 |
Descriptive statistics
| Standard deviation | 9.949255711 |
|---|---|
| Coefficient of variation (CV) | 0.1087553241 |
| Kurtosis | 0.1144756752 |
| Mean | 91.48293005 |
| Median Absolute Deviation (MAD) | 6.61000061 |
| Skewness | 0.5444502489 |
| Sum | 756838.2803 |
| Variance | 98.98768921 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 82.31999969 | 11 | 0.1% |
| 89.62000275 | 11 | 0.1% |
| 85.05000305 | 10 | 0.1% |
| 94.72000122 | 10 | 0.1% |
| 95.58000183 | 10 | 0.1% |
| 99.05999756 | 10 | 0.1% |
| 92.51999664 | 10 | 0.1% |
| 99.80000305 | 9 | 0.1% |
| 96.19000244 | 9 | 0.1% |
| 94.98000336 | 9 | 0.1% |
| Other values (3295) | 8174 |
| Value | Count | Frequency (%) |
| 71.33000183 | 1 | |
| 71.41000366 | 1 | |
| 71.45999908 | 1 | |
| 71.51000214 | 1 | |
| 71.56999969 | 1 | |
| 71.65000153 | 1 | |
| 71.66000366 | 2 | |
| 71.68000031 | 2 | |
| 71.80000305 | 1 | |
| 71.80999756 | 1 |
| Value | Count | Frequency (%) |
| 120.9000015 | 1 | |
| 120.2399979 | 1 | |
| 120.0500031 | 1 | |
| 120.0400009 | 1 | |
| 120.0100021 | 1 | |
| 119.9000015 | 1 | |
| 119.8899994 | 1 | |
| 119.8499985 | 1 | |
| 119.8199997 | 1 | |
| 119.7900009 | 1 |
| Distinct | 247 |
|---|---|
| Distinct (%) | 97.6% |
| Missing | 8022 |
| Missing (%) | 96.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.9820356 |
| Minimum | 128 |
|---|---|
| Maximum | 296.761 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 129.3 KiB |
Quantile statistics
| Minimum | 128 |
|---|---|
| 5-th percentile | 136.96 |
| Q1 | 162.8 |
| median | 201.8 |
| Q3 | 237.001 |
| 95-th percentile | 268.4182 |
| Maximum | 296.761 |
| Range | 168.761 |
| Interquartile range (IQR) | 74.201 |
Descriptive statistics
| Standard deviation | 43.0332205 |
|---|---|
| Coefficient of variation (CV) | 0.214114761 |
| Kurtosis | -1.025329376 |
| Mean | 200.9820356 |
| Median Absolute Deviation (MAD) | 35.933 |
| Skewness | 0.1279987356 |
| Sum | 50848.455 |
| Variance | 1851.858067 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 237.498 | 2 | < 0.1% |
| 191.7 | 2 | < 0.1% |
| 134.8 | 2 | < 0.1% |
| 198.1 | 2 | < 0.1% |
| 193.7 | 2 | < 0.1% |
| 159.9 | 2 | < 0.1% |
| 227.223 | 1 | < 0.1% |
| 228.524 | 1 | < 0.1% |
| 228.713 | 1 | < 0.1% |
| 228.807 | 1 | < 0.1% |
| Other values (237) | 237 | 2.9% |
| (Missing) | 8022 |
| Value | Count | Frequency (%) |
| 128 | 1 | |
| 128.6 | 1 | |
| 129.1 | 1 | |
| 129.9 | 1 | |
| 131.6 | 1 | |
| 133.4 | 1 | |
| 133.7 | 1 | |
| 134.8 | 2 | |
| 135.1 | 1 | |
| 135.6 | 1 |
| Value | Count | Frequency (%) |
| 296.761 | 1 | |
| 295.62 | 1 | |
| 295.328 | 1 | |
| 295.271 | 1 | |
| 288.663 | 1 | |
| 287.708 | 1 | |
| 284.182 | 1 | |
| 280.126 | 1 | |
| 278.524 | 1 | |
| 276.59 | 1 |
| Distinct | 71 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 8204 |
| Missing (%) | 99.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13831.29038 |
| Minimum | 6004.733 |
|---|---|
| Maximum | 25663.289 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 129.3 KiB |
Quantile statistics
| Minimum | 6004.733 |
|---|---|
| 5-th percentile | 6367.6515 |
| Q1 | 9045.398 |
| median | 14381.236 |
| Q3 | 17797.8835 |
| 95-th percentile | 23298.677 |
| Maximum | 25663.289 |
| Range | 19658.556 |
| Interquartile range (IQR) | 8752.4855 |
Descriptive statistics
| Standard deviation | 5445.295192 |
|---|---|
| Coefficient of variation (CV) | 0.393693939 |
| Kurtosis | -0.8609238846 |
| Mean | 13831.29038 |
| Median Absolute Deviation (MAD) | 4394.223 |
| Skewness | 0.3399112609 |
| Sum | 982021.617 |
| Variance | 29651239.73 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6004.733 | 1 | < 0.1% |
| 17462.703 | 1 | < 0.1% |
| 17133.114 | 1 | < 0.1% |
| 16911.068 | 1 | < 0.1% |
| 16699.551 | 1 | < 0.1% |
| 16420.386 | 1 | < 0.1% |
| 15647.681 | 1 | < 0.1% |
| 15557.535 | 1 | < 0.1% |
| 15309.471 | 1 | < 0.1% |
| 15141.605 | 1 | < 0.1% |
| Other values (61) | 61 | 0.7% |
| (Missing) | 8204 |
| Value | Count | Frequency (%) |
| 6004.733 | 1 | |
| 6126.862 | 1 | |
| 6205.937 | 1 | |
| 6264.54 | 1 | |
| 6470.763 | 1 | |
| 6566.641 | 1 | |
| 6680.803 | 1 | |
| 6808.939 | 1 | |
| 6882.098 | 1 | |
| 7013.738 | 1 |
| Value | Count | Frequency (%) |
| 25663.289 | 1 | |
| 25248.476 | 1 | |
| 24349.121 | 1 | |
| 23550.42 | 1 | |
| 23046.934 | 1 | |
| 21706.532 | 1 | |
| 21704.706 | 1 | |
| 21531.839 | 1 | |
| 21362.428 | 1 | |
| 21272.448 | 1 |
| Distinct | 7364 |
|---|---|
| Distinct (%) | 89.0% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 364.5498066 |
| Minimum | 128.8899994 |
|---|---|
| Maximum | 890.289978 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 129.3 KiB |
Quantile statistics
| Minimum | 128.8899994 |
|---|---|
| 5-th percentile | 168.3619987 |
| Q1 | 195.4475021 |
| median | 349.3450012 |
| Q3 | 485.2049942 |
| 95-th percentile | 672.99151 |
| Maximum | 890.289978 |
| Range | 761.3999786 |
| Interquartile range (IQR) | 289.7574921 |
Descriptive statistics
| Standard deviation | 178.0738163 |
|---|---|
| Coefficient of variation (CV) | 0.4884759587 |
| Kurtosis | -0.8693216785 |
| Mean | 364.5498066 |
| Median Absolute Deviation (MAD) | 151.4250031 |
| Skewness | 0.558046136 |
| Sum | 3016285.1 |
| Variance | 31710.28403 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 173.3000031 | 5 | 0.1% |
| 177.3500061 | 5 | 0.1% |
| 176.7599945 | 5 | 0.1% |
| 183.8899994 | 5 | 0.1% |
| 187.4499969 | 4 | < 0.1% |
| 194.6600037 | 4 | < 0.1% |
| 183.6300049 | 4 | < 0.1% |
| 175.8099976 | 4 | < 0.1% |
| 207.4199982 | 4 | < 0.1% |
| 189.2799988 | 4 | < 0.1% |
| Other values (7354) | 8230 |
| Value | Count | Frequency (%) |
| 128.8899994 | 1 | |
| 129.0599976 | 1 | |
| 129.9100037 | 1 | |
| 129.9400024 | 1 | |
| 130 | 1 | |
| 130.2200012 | 1 | |
| 130.2899933 | 1 | |
| 130.4100037 | 1 | |
| 130.6600037 | 1 | |
| 130.8099976 | 1 |
| Value | Count | Frequency (%) |
| 890.289978 | 1 | |
| 882.8599854 | 1 | |
| 879.6400146 | 1 | |
| 877.460022 | 1 | |
| 869.3400269 | 1 | |
| 866.9400024 | 1 | |
| 865.3699951 | 1 | |
| 865.0900269 | 1 | |
| 864.9899902 | 1 | |
| 862.8099976 | 1 |
| Distinct | 6717 |
|---|---|
| Distinct (%) | 81.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 104.6156266 |
| Minimum | 3.32 |
|---|---|
| Maximum | 807.66 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 129.3 KiB |
Quantile statistics
| Minimum | 3.32 |
|---|---|
| 5-th percentile | 27.93 |
| Q1 | 54.665 |
| median | 84.88 |
| Q3 | 131.78 |
| 95-th percentile | 246.741 |
| Maximum | 807.66 |
| Range | 804.34 |
| Interquartile range (IQR) | 77.115 |
Descriptive statistics
| Standard deviation | 76.80932832 |
|---|---|
| Coefficient of variation (CV) | 0.7342051167 |
| Kurtosis | 9.669079635 |
| Mean | 104.6156266 |
| Median Absolute Deviation (MAD) | 35.7 |
| Skewness | 2.411436101 |
| Sum | 865694.31 |
| Variance | 5899.672917 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 60.61 | 6 | 0.1% |
| 54.92 | 5 | 0.1% |
| 40.14 | 5 | 0.1% |
| 85.57 | 4 | < 0.1% |
| 194.68 | 4 | < 0.1% |
| 61.32 | 4 | < 0.1% |
| 54.5 | 4 | < 0.1% |
| 67.7 | 4 | < 0.1% |
| 61.09 | 4 | < 0.1% |
| 89.75 | 4 | < 0.1% |
| Other values (6707) | 8231 |
| Value | Count | Frequency (%) |
| 3.32 | 1 | |
| 4.75 | 1 | |
| 4.81 | 1 | |
| 5.8 | 1 | |
| 5.93 | 1 | |
| 6.07 | 1 | |
| 6.16 | 1 | |
| 6.67 | 1 | |
| 7.12 | 1 | |
| 7.4 | 1 |
| Value | Count | Frequency (%) |
| 807.66 | 1 | |
| 738.02 | 1 | |
| 719.07 | 1 | |
| 690.81 | 1 | |
| 670.3 | 1 | |
| 654.18 | 1 | |
| 642.66 | 1 | |
| 638.81 | 1 | |
| 633.51 | 1 | |
| 626.03 | 1 |
| Distinct | 8059 |
|---|---|
| Distinct (%) | 97.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1491.039091 |
| Minimum | 295.4599915 |
|---|---|
| Maximum | 4796.560059 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 129.3 KiB |
Quantile statistics
| Minimum | 295.4599915 |
|---|---|
| 5-th percentile | 383.4110077 |
| Q1 | 878.3249817 |
| median | 1248.48999 |
| Q3 | 1931.005005 |
| 95-th percentile | 3802.383032 |
| Maximum | 4796.560059 |
| Range | 4501.100067 |
| Interquartile range (IQR) | 1052.680023 |
Descriptive statistics
| Standard deviation | 985.7783828 |
|---|---|
| Coefficient of variation (CV) | 0.6611351699 |
| Kurtosis | 1.367888136 |
| Mean | 1491.039091 |
| Median Absolute Deviation (MAD) | 458.8999634 |
| Skewness | 1.319105286 |
| Sum | 12338348.48 |
| Variance | 971759.0199 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1139.930054 | 3 | < 0.1% |
| 1409.280029 | 3 | < 0.1% |
| 1299.540039 | 3 | < 0.1% |
| 1097.280029 | 3 | < 0.1% |
| 1130.199951 | 3 | < 0.1% |
| 1122.199951 | 2 | < 0.1% |
| 1132.050049 | 2 | < 0.1% |
| 1029.849976 | 2 | < 0.1% |
| 1210.079956 | 2 | < 0.1% |
| 375.2200012 | 2 | < 0.1% |
| Other values (8049) | 8250 |
| Value | Count | Frequency (%) |
| 295.4599915 | 1 | |
| 298.7600098 | 1 | |
| 298.9200134 | 1 | |
| 300.0299988 | 1 | |
| 300.3900146 | 1 | |
| 300.9700012 | 1 | |
| 301.8800049 | 1 | |
| 303.230011 | 1 | |
| 304 | 1 | |
| 304.0599976 | 1 |
| Value | Count | Frequency (%) |
| 4796.560059 | 1 | |
| 4793.540039 | 1 | |
| 4793.060059 | 1 | |
| 4791.189941 | 1 | |
| 4786.350098 | 1 | |
| 4778.72998 | 1 | |
| 4766.180176 | 1 | |
| 4726.350098 | 1 | |
| 4725.790039 | 1 | |
| 4713.069824 | 1 |
| Distinct | 6068 |
|---|---|
| Distinct (%) | 98.1% |
| Missing | 2089 |
| Missing (%) | 25.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1560.653551 |
| Minimum | 280 |
|---|---|
| Maximum | 3305.209961 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 129.3 KiB |
Quantile statistics
| Minimum | 280 |
|---|---|
| 5-th percentile | 525.9825134 |
| Q1 | 837.6924896 |
| median | 1743.755005 |
| Q3 | 2041.672485 |
| 95-th percentile | 2700.087402 |
| Maximum | 3305.209961 |
| Range | 3025.209961 |
| Interquartile range (IQR) | 1203.979996 |
Descriptive statistics
| Standard deviation | 717.2673904 |
|---|---|
| Coefficient of variation (CV) | 0.4595942449 |
| Kurtosis | -0.8882975614 |
| Mean | 1560.653551 |
| Median Absolute Deviation (MAD) | 506.2199707 |
| Skewness | 0.0552206438 |
| Sum | 9654202.868 |
| Variance | 514472.5093 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2066.26001 | 3 | < 0.1% |
| 770.9500122 | 3 | < 0.1% |
| 737.2000122 | 2 | < 0.1% |
| 2028.449951 | 2 | < 0.1% |
| 766.5900269 | 2 | < 0.1% |
| 999.1599731 | 2 | < 0.1% |
| 524.210022 | 2 | < 0.1% |
| 2065.080078 | 2 | < 0.1% |
| 2043.76001 | 2 | < 0.1% |
| 699.5300293 | 2 | < 0.1% |
| Other values (6058) | 6164 | |
| (Missing) | 2089 | 25.2% |
| Value | Count | Frequency (%) |
| 280 | 1 | |
| 288.2099915 | 1 | |
| 291.1499939 | 1 | |
| 291.9299927 | 1 | |
| 292.6099854 | 1 | |
| 297.4500122 | 1 | |
| 297.8800049 | 1 | |
| 298.5400085 | 1 | |
| 298.6000061 | 1 | |
| 300.5700073 | 1 |
| Value | Count | Frequency (%) |
| 3305.209961 | 1 | |
| 3302.840088 | 1 | |
| 3301.889893 | 1 | |
| 3296.679932 | 1 | |
| 3286.679932 | 1 | |
| 3286.219971 | 1 | |
| 3286.100098 | 1 | |
| 3285.340088 | 1 | |
| 3282.060059 | 1 | |
| 3281.780029 | 1 |
| Distinct | 7804 |
|---|---|
| Distinct (%) | 98.6% |
| Missing | 363 |
| Missing (%) | 4.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16672.37908 |
| Minimum | 2736.600098 |
|---|---|
| Maximum | 33154.12109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 129.3 KiB |
Quantile statistics
| Minimum | 2736.600098 |
|---|---|
| 5-th percentile | 3975.1 |
| Q1 | 10513.22021 |
| median | 16076.71484 |
| Q3 | 22984.96289 |
| 95-th percentile | 28383.85547 |
| Maximum | 33154.12109 |
| Range | 30417.521 |
| Interquartile range (IQR) | 12471.74268 |
Descriptive statistics
| Standard deviation | 7482.098165 |
|---|---|
| Coefficient of variation (CV) | 0.4487720755 |
| Kurtosis | -1.077481641 |
| Mean | 16672.37908 |
| Median Absolute Deviation (MAD) | 6317.615234 |
| Skewness | -0.03656406377 |
| Sum | 131911863.3 |
| Variance | 55981792.95 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3066 | 4 | < 0.1% |
| 3067 | 3 | < 0.1% |
| 2954 | 3 | < 0.1% |
| 3356 | 3 | < 0.1% |
| 3087 | 3 | < 0.1% |
| 3020 | 3 | < 0.1% |
| 4009 | 3 | < 0.1% |
| 2990 | 3 | < 0.1% |
| 3015 | 3 | < 0.1% |
| 10957.2002 | 3 | < 0.1% |
| Other values (7794) | 7881 | |
| (Missing) | 363 | 4.4% |
| Value | Count | Frequency (%) |
| 2736.600098 | 1 | |
| 2738.199951 | 1 | |
| 2751.600098 | 1 | |
| 2751.800049 | 1 | |
| 2754.800049 | 1 | |
| 2756.399902 | 1 | |
| 2756.600098 | 1 | |
| 2760 | 1 | |
| 2760.800049 | 1 | |
| 2762.5 | 1 |
| Value | Count | Frequency (%) |
| 33154.12109 | 1 | |
| 32966.89062 | 1 | |
| 32958.69141 | 1 | |
| 32930.69922 | 1 | |
| 32887.26953 | 1 | |
| 32654.44922 | 1 | |
| 32642.08984 | 1 | |
| 32607.28906 | 1 | |
| 32601.7793 | 1 | |
| 32393.41016 | 1 |
Auto
The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| Date | VIX_Close | TNX_Close | Dollar_Close | CPI_Close | GDP_Close | GSCI_Close | EPU_Close | GSPC_Close | VKOSPI_Close | HSI_Close | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1990-01-02 | 17.240000 | 7.94 | 94.290001 | NaN | NaN | 212.089996 | 169.23 | 359.690002 | NaN | 2838.100098 |
| 1 | 1990-01-03 | 18.190001 | 7.99 | 94.419998 | NaN | NaN | 215.639999 | 59.10 | 358.760010 | NaN | 2858.699951 |
| 2 | 1990-01-04 | 19.219999 | 7.98 | 92.519997 | NaN | NaN | 212.139999 | 76.38 | 355.670013 | NaN | 2868.000000 |
| 3 | 1990-01-05 | 20.110001 | 7.99 | 92.849998 | NaN | NaN | 206.919998 | 57.82 | 352.200012 | NaN | 2839.899902 |
| 4 | 1990-01-08 | 20.260000 | 8.02 | 92.050003 | NaN | NaN | 199.750000 | 126.54 | 353.790009 | NaN | 2816.000000 |
| 5 | 1990-01-09 | 22.200001 | 8.02 | 92.349998 | NaN | NaN | 200.399994 | 99.32 | 349.619995 | NaN | 2822.000000 |
| 6 | 1990-01-10 | 22.440001 | 8.03 | 92.389999 | NaN | NaN | 203.710007 | 54.72 | 347.309998 | NaN | 2868.000000 |
| 7 | 1990-01-11 | 20.049999 | 8.04 | 92.400002 | NaN | NaN | 203.860001 | 74.22 | 348.529999 | NaN | 2855.000000 |
| 8 | 1990-01-12 | 24.639999 | 8.10 | 92.430000 | NaN | NaN | 202.919998 | 55.55 | 339.929993 | NaN | 2835.000000 |
| 9 | 1990-01-15 | 26.340000 | NaN | 92.839996 | NaN | NaN | 200.080002 | 64.57 | 337.000000 | NaN | 2788.600098 |
Last rows
| Date | VIX_Close | TNX_Close | Dollar_Close | CPI_Close | GDP_Close | GSCI_Close | EPU_Close | GSPC_Close | VKOSPI_Close | HSI_Close | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 8265 | 2022-10-20 | 29.980000 | 4.226 | 112.879997 | NaN | NaN | 624.599976 | 79.69 | 3665.780029 | 2218.090088 | 16280.219727 |
| 8266 | 2022-10-21 | 29.690001 | 4.213 | 112.010002 | NaN | NaN | 625.580017 | 104.66 | 3752.750000 | 2213.120117 | 16211.120117 |
| 8267 | 2022-10-24 | 29.850000 | 4.234 | 111.989998 | NaN | NaN | 626.289978 | 169.62 | 3797.340088 | 2236.159912 | 15180.690430 |
| 8268 | 2022-10-25 | 28.459999 | 4.108 | 110.949997 | NaN | NaN | 631.020020 | 101.93 | 3859.110107 | 2235.070068 | 15165.589844 |
| 8269 | 2022-10-26 | 27.280001 | 4.015 | 109.699997 | NaN | NaN | 642.039978 | 82.76 | 3830.600098 | 2249.560059 | 15317.669922 |
| 8270 | 2022-10-27 | 27.389999 | 3.937 | 110.589996 | NaN | NaN | 643.830017 | 154.05 | 3807.300049 | 2288.780029 | 15427.940430 |
| 8271 | 2022-10-28 | 25.750000 | 4.010 | 110.669998 | NaN | NaN | 636.530029 | 200.40 | 3901.060059 | 2268.399902 | 14863.059570 |
| 8272 | 2022-10-31 | 25.879999 | 4.077 | 111.529999 | NaN | NaN | 636.840027 | 163.03 | 3871.979980 | 2293.610107 | 14687.019531 |
| 8273 | 2022-11-01 | 25.809999 | 4.052 | 111.480003 | NaN | NaN | 641.530029 | 130.32 | 3856.100098 | 2335.219971 | 15455.269531 |
| 8274 | 2022-11-02 | 25.860001 | 4.059 | 111.349998 | NaN | NaN | 649.270020 | 99.69 | 3759.689941 | 2336.870117 | 15827.169922 |